Exercise: Analysis of tubercolosis cases by country and year period¶

In [2]:

import pandas as pd

pd.set_option('display.max_rows', 1000)
pd.set_option('display.max_columns', 100)
pd.set_option("display.max_colwidth", None)

Load the TB data from the World Health Organization¶

In [3]:

tb_raw = pd.read_csv('who2.csv', index_col='rownames')

Only keep data between 2000 and 2012

In [4]:

cols = ['country', 'year'] + [c for c in tb_raw.columns if c.startswith('sp')]
tb_raw = tb_raw.loc[tb_raw['year'].between(2000, 2012), cols]

In [5]:

tb_raw.shape

Out[5]:

(2783, 16)

In [6]:

tb_raw.sample(7, random_state=727)

Out[6]:

	country	year	sp_m_014	sp_m_1524	sp_m_2534	sp_m_3544	sp_m_4554	sp_m_5564	sp_m_65	sp_f_014	sp_f_1524	sp_f_2534	sp_f_3544	sp_f_4554	sp_f_5564	sp_f_65
rownames
5551	San Marino	2009	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
642	Belarus	2009	0.0	66.0	173.0	208.0	287.0	134.0	54.0	0.0	41.0	52.0	52.0	41.0	25.0	68.0
7234	Zimbabwe	2007	138.0	500.0	3693.0	0.0	716.0	292.0	153.0	185.0	739.0	3311.0	0.0	553.0	213.0	90.0
3471	Kuwait	2008	0.0	18.0	90.0	56.0	34.0	11.0	9.0	2.0	33.0	47.0	27.0	7.0	5.0	6.0
3336	Jordan	2009	1.0	5.0	15.0	14.0	10.0	7.0	6.0	0.0	7.0	14.0	8.0	3.0	7.0	12.0
2689	Grenada	2008	NaN	1.0	NaN	1.0	2.0	NaN	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN
634	Belarus	2001	2.0	NaN	NaN	NaN	NaN	NaN	NaN	4.0	NaN	NaN	NaN	NaN	NaN	NaN

In [7]:

tb_raw[tb_raw['country'] == 'Angola']

Out[7]:

	country	year	sp_m_014	sp_m_1524	sp_m_2534	sp_m_3544	sp_m_4554	sp_m_5564	sp_m_65	sp_f_014	sp_f_1524	sp_f_2534	sp_f_3544	sp_f_4554	sp_f_5564	sp_f_65
rownames
191	Angola	2000	186.0	999.0	1003.0	912.0	482.0	312.0	194.0	247.0	1142.0	1091.0	844.0	417.0	200.0	120.0
192	Angola	2001	230.0	892.0	752.0	648.0	420.0	197.0	173.0	279.0	993.0	869.0	647.0	323.0	200.0	182.0
193	Angola	2002	435.0	2223.0	2292.0	1915.0	1187.0	624.0	444.0	640.0	2610.0	2208.0	1600.0	972.0	533.0	305.0
194	Angola	2003	409.0	2355.0	2598.0	1908.0	1090.0	512.0	361.0	591.0	3078.0	2641.0	1747.0	1157.0	395.0	129.0
195	Angola	2004	554.0	2684.0	2659.0	1998.0	1196.0	561.0	321.0	733.0	3198.0	2772.0	1854.0	1029.0	505.0	269.0
196	Angola	2005	520.0	2549.0	2797.0	1918.0	1255.0	665.0	461.0	704.0	2926.0	2682.0	1797.0	1138.0	581.0	417.0
197	Angola	2006	540.0	2632.0	3049.0	2182.0	1397.0	729.0	428.0	689.0	2851.0	2892.0	1990.0	1223.0	583.0	314.0
198	Angola	2007	484.0	2824.0	3197.0	2255.0	1357.0	699.0	465.0	703.0	2943.0	2721.0	1812.0	1041.0	554.0	367.0
199	Angola	2008	367.0	2970.0	3493.0	2418.0	1480.0	733.0	420.0	512.0	3199.0	2786.0	2082.0	1209.0	556.0	337.0
200	Angola	2009	392.0	3054.0	3600.0	2420.0	1590.0	748.0	463.0	568.0	3152.0	2798.0	1790.0	1069.0	572.0	272.0
201	Angola	2010	448.0	2900.0	3584.0	2415.0	1424.0	691.0	355.0	558.0	2763.0	2594.0	1688.0	958.0	482.0	286.0
202	Angola	2011	501.0	3000.0	3792.0	2386.0	1395.0	680.0	455.0	708.0	2731.0	2563.0	1683.0	1006.0	457.0	346.0
203	Angola	2012	390.0	2804.0	3627.0	2529.0	1427.0	732.0	424.0	592.0	2501.0	2540.0	1617.0	1028.0	529.0	384.0

In [8]:

tb_raw.columns

Out[8]:

Index(['country', 'year', 'sp_m_014', 'sp_m_1524', 'sp_m_2534', 'sp_m_3544',
       'sp_m_4554', 'sp_m_5564', 'sp_m_65', 'sp_f_014', 'sp_f_1524',
       'sp_f_2534', 'sp_f_3544', 'sp_f_4554', 'sp_f_5564', 'sp_f_65'],
      dtype='object')

1. Make data tidy¶

The final table should have these columns: country, year, gender, age_range, cases

In [9]:

tb_melted = pd.melt(tb_raw, id_vars=['country', 'year'], value_name='cases')
tb_melted[tb_melted['country'] == 'Angola']

Out[9]:

	country	year	variable	cases
65	Angola	2000	sp_m_014	186.0
66	Angola	2001	sp_m_014	230.0
67	Angola	2002	sp_m_014	435.0
68	Angola	2003	sp_m_014	409.0
69	Angola	2004	sp_m_014	554.0
70	Angola	2005	sp_m_014	520.0
71	Angola	2006	sp_m_014	540.0
72	Angola	2007	sp_m_014	484.0
73	Angola	2008	sp_m_014	367.0
74	Angola	2009	sp_m_014	392.0
75	Angola	2010	sp_m_014	448.0
76	Angola	2011	sp_m_014	501.0
77	Angola	2012	sp_m_014	390.0
2848	Angola	2000	sp_m_1524	999.0
2849	Angola	2001	sp_m_1524	892.0
2850	Angola	2002	sp_m_1524	2223.0
2851	Angola	2003	sp_m_1524	2355.0
2852	Angola	2004	sp_m_1524	2684.0
2853	Angola	2005	sp_m_1524	2549.0
2854	Angola	2006	sp_m_1524	2632.0
2855	Angola	2007	sp_m_1524	2824.0
2856	Angola	2008	sp_m_1524	2970.0
2857	Angola	2009	sp_m_1524	3054.0
2858	Angola	2010	sp_m_1524	2900.0
2859	Angola	2011	sp_m_1524	3000.0
2860	Angola	2012	sp_m_1524	2804.0
5631	Angola	2000	sp_m_2534	1003.0
5632	Angola	2001	sp_m_2534	752.0
5633	Angola	2002	sp_m_2534	2292.0
5634	Angola	2003	sp_m_2534	2598.0
5635	Angola	2004	sp_m_2534	2659.0
5636	Angola	2005	sp_m_2534	2797.0
5637	Angola	2006	sp_m_2534	3049.0
5638	Angola	2007	sp_m_2534	3197.0
5639	Angola	2008	sp_m_2534	3493.0
5640	Angola	2009	sp_m_2534	3600.0
5641	Angola	2010	sp_m_2534	3584.0
5642	Angola	2011	sp_m_2534	3792.0
5643	Angola	2012	sp_m_2534	3627.0
8414	Angola	2000	sp_m_3544	912.0
8415	Angola	2001	sp_m_3544	648.0
8416	Angola	2002	sp_m_3544	1915.0
8417	Angola	2003	sp_m_3544	1908.0
8418	Angola	2004	sp_m_3544	1998.0
8419	Angola	2005	sp_m_3544	1918.0
8420	Angola	2006	sp_m_3544	2182.0
8421	Angola	2007	sp_m_3544	2255.0
8422	Angola	2008	sp_m_3544	2418.0
8423	Angola	2009	sp_m_3544	2420.0
8424	Angola	2010	sp_m_3544	2415.0
8425	Angola	2011	sp_m_3544	2386.0
8426	Angola	2012	sp_m_3544	2529.0
11197	Angola	2000	sp_m_4554	482.0
11198	Angola	2001	sp_m_4554	420.0
11199	Angola	2002	sp_m_4554	1187.0
11200	Angola	2003	sp_m_4554	1090.0
11201	Angola	2004	sp_m_4554	1196.0
11202	Angola	2005	sp_m_4554	1255.0
11203	Angola	2006	sp_m_4554	1397.0
11204	Angola	2007	sp_m_4554	1357.0
11205	Angola	2008	sp_m_4554	1480.0
11206	Angola	2009	sp_m_4554	1590.0
11207	Angola	2010	sp_m_4554	1424.0
11208	Angola	2011	sp_m_4554	1395.0
11209	Angola	2012	sp_m_4554	1427.0
13980	Angola	2000	sp_m_5564	312.0
13981	Angola	2001	sp_m_5564	197.0
13982	Angola	2002	sp_m_5564	624.0
13983	Angola	2003	sp_m_5564	512.0
13984	Angola	2004	sp_m_5564	561.0
13985	Angola	2005	sp_m_5564	665.0
13986	Angola	2006	sp_m_5564	729.0
13987	Angola	2007	sp_m_5564	699.0
13988	Angola	2008	sp_m_5564	733.0
13989	Angola	2009	sp_m_5564	748.0
13990	Angola	2010	sp_m_5564	691.0
13991	Angola	2011	sp_m_5564	680.0
13992	Angola	2012	sp_m_5564	732.0
16763	Angola	2000	sp_m_65	194.0
16764	Angola	2001	sp_m_65	173.0
16765	Angola	2002	sp_m_65	444.0
16766	Angola	2003	sp_m_65	361.0
16767	Angola	2004	sp_m_65	321.0
16768	Angola	2005	sp_m_65	461.0
16769	Angola	2006	sp_m_65	428.0
16770	Angola	2007	sp_m_65	465.0
16771	Angola	2008	sp_m_65	420.0
16772	Angola	2009	sp_m_65	463.0
16773	Angola	2010	sp_m_65	355.0
16774	Angola	2011	sp_m_65	455.0
16775	Angola	2012	sp_m_65	424.0
19546	Angola	2000	sp_f_014	247.0
19547	Angola	2001	sp_f_014	279.0
19548	Angola	2002	sp_f_014	640.0
19549	Angola	2003	sp_f_014	591.0
19550	Angola	2004	sp_f_014	733.0
19551	Angola	2005	sp_f_014	704.0
19552	Angola	2006	sp_f_014	689.0
19553	Angola	2007	sp_f_014	703.0
19554	Angola	2008	sp_f_014	512.0
19555	Angola	2009	sp_f_014	568.0
19556	Angola	2010	sp_f_014	558.0
19557	Angola	2011	sp_f_014	708.0
19558	Angola	2012	sp_f_014	592.0
22329	Angola	2000	sp_f_1524	1142.0
22330	Angola	2001	sp_f_1524	993.0
22331	Angola	2002	sp_f_1524	2610.0
22332	Angola	2003	sp_f_1524	3078.0
22333	Angola	2004	sp_f_1524	3198.0
22334	Angola	2005	sp_f_1524	2926.0
22335	Angola	2006	sp_f_1524	2851.0
22336	Angola	2007	sp_f_1524	2943.0
22337	Angola	2008	sp_f_1524	3199.0
22338	Angola	2009	sp_f_1524	3152.0
22339	Angola	2010	sp_f_1524	2763.0
22340	Angola	2011	sp_f_1524	2731.0
22341	Angola	2012	sp_f_1524	2501.0
25112	Angola	2000	sp_f_2534	1091.0
25113	Angola	2001	sp_f_2534	869.0
25114	Angola	2002	sp_f_2534	2208.0
25115	Angola	2003	sp_f_2534	2641.0
25116	Angola	2004	sp_f_2534	2772.0
25117	Angola	2005	sp_f_2534	2682.0
25118	Angola	2006	sp_f_2534	2892.0
25119	Angola	2007	sp_f_2534	2721.0
25120	Angola	2008	sp_f_2534	2786.0
25121	Angola	2009	sp_f_2534	2798.0
25122	Angola	2010	sp_f_2534	2594.0
25123	Angola	2011	sp_f_2534	2563.0
25124	Angola	2012	sp_f_2534	2540.0
27895	Angola	2000	sp_f_3544	844.0
27896	Angola	2001	sp_f_3544	647.0
27897	Angola	2002	sp_f_3544	1600.0
27898	Angola	2003	sp_f_3544	1747.0
27899	Angola	2004	sp_f_3544	1854.0
27900	Angola	2005	sp_f_3544	1797.0
27901	Angola	2006	sp_f_3544	1990.0
27902	Angola	2007	sp_f_3544	1812.0
27903	Angola	2008	sp_f_3544	2082.0
27904	Angola	2009	sp_f_3544	1790.0
27905	Angola	2010	sp_f_3544	1688.0
27906	Angola	2011	sp_f_3544	1683.0
27907	Angola	2012	sp_f_3544	1617.0
30678	Angola	2000	sp_f_4554	417.0
30679	Angola	2001	sp_f_4554	323.0
30680	Angola	2002	sp_f_4554	972.0
30681	Angola	2003	sp_f_4554	1157.0
30682	Angola	2004	sp_f_4554	1029.0
30683	Angola	2005	sp_f_4554	1138.0
30684	Angola	2006	sp_f_4554	1223.0
30685	Angola	2007	sp_f_4554	1041.0
30686	Angola	2008	sp_f_4554	1209.0
30687	Angola	2009	sp_f_4554	1069.0
30688	Angola	2010	sp_f_4554	958.0
30689	Angola	2011	sp_f_4554	1006.0
30690	Angola	2012	sp_f_4554	1028.0
33461	Angola	2000	sp_f_5564	200.0
33462	Angola	2001	sp_f_5564	200.0
33463	Angola	2002	sp_f_5564	533.0
33464	Angola	2003	sp_f_5564	395.0
33465	Angola	2004	sp_f_5564	505.0
33466	Angola	2005	sp_f_5564	581.0
33467	Angola	2006	sp_f_5564	583.0
33468	Angola	2007	sp_f_5564	554.0
33469	Angola	2008	sp_f_5564	556.0
33470	Angola	2009	sp_f_5564	572.0
33471	Angola	2010	sp_f_5564	482.0
33472	Angola	2011	sp_f_5564	457.0
33473	Angola	2012	sp_f_5564	529.0
36244	Angola	2000	sp_f_65	120.0
36245	Angola	2001	sp_f_65	182.0
36246	Angola	2002	sp_f_65	305.0
36247	Angola	2003	sp_f_65	129.0
36248	Angola	2004	sp_f_65	269.0
36249	Angola	2005	sp_f_65	417.0
36250	Angola	2006	sp_f_65	314.0
36251	Angola	2007	sp_f_65	367.0
36252	Angola	2008	sp_f_65	337.0
36253	Angola	2009	sp_f_65	272.0
36254	Angola	2010	sp_f_65	286.0
36255	Angola	2011	sp_f_65	346.0
36256	Angola	2012	sp_f_65	384.0

In [10]:

age_range_map = {
    '014': '<=14yo',
    '1524': '15-24yo',
    '2534': '25-34yo',
    '3544': '35-44yo',
    '4554': '45-54yo',
    '5564': '55-64yo',
    '65': '>=65yo'
}


tb_melted['gender'] = tb_melted['variable'].str[3]
tb_melted['age_range'] = tb_melted['variable'].str[5:].map(age_range_map)
tb = tb_melted[['country', 'year', 'gender', 'age_range', 'cases']]
tb[tb['country'] == 'Angola']

Out[10]:

	country	year	gender	age_range	cases
65	Angola	2000	m	<=14yo	186.0
66	Angola	2001	m	<=14yo	230.0
67	Angola	2002	m	<=14yo	435.0
68	Angola	2003	m	<=14yo	409.0
69	Angola	2004	m	<=14yo	554.0
70	Angola	2005	m	<=14yo	520.0
71	Angola	2006	m	<=14yo	540.0
72	Angola	2007	m	<=14yo	484.0
73	Angola	2008	m	<=14yo	367.0
74	Angola	2009	m	<=14yo	392.0
75	Angola	2010	m	<=14yo	448.0
76	Angola	2011	m	<=14yo	501.0
77	Angola	2012	m	<=14yo	390.0
2848	Angola	2000	m	15-24yo	999.0
2849	Angola	2001	m	15-24yo	892.0
2850	Angola	2002	m	15-24yo	2223.0
2851	Angola	2003	m	15-24yo	2355.0
2852	Angola	2004	m	15-24yo	2684.0
2853	Angola	2005	m	15-24yo	2549.0
2854	Angola	2006	m	15-24yo	2632.0
2855	Angola	2007	m	15-24yo	2824.0
2856	Angola	2008	m	15-24yo	2970.0
2857	Angola	2009	m	15-24yo	3054.0
2858	Angola	2010	m	15-24yo	2900.0
2859	Angola	2011	m	15-24yo	3000.0
2860	Angola	2012	m	15-24yo	2804.0
5631	Angola	2000	m	25-34yo	1003.0
5632	Angola	2001	m	25-34yo	752.0
5633	Angola	2002	m	25-34yo	2292.0
5634	Angola	2003	m	25-34yo	2598.0
5635	Angola	2004	m	25-34yo	2659.0
5636	Angola	2005	m	25-34yo	2797.0
5637	Angola	2006	m	25-34yo	3049.0
5638	Angola	2007	m	25-34yo	3197.0
5639	Angola	2008	m	25-34yo	3493.0
5640	Angola	2009	m	25-34yo	3600.0
5641	Angola	2010	m	25-34yo	3584.0
5642	Angola	2011	m	25-34yo	3792.0
5643	Angola	2012	m	25-34yo	3627.0
8414	Angola	2000	m	35-44yo	912.0
8415	Angola	2001	m	35-44yo	648.0
8416	Angola	2002	m	35-44yo	1915.0
8417	Angola	2003	m	35-44yo	1908.0
8418	Angola	2004	m	35-44yo	1998.0
8419	Angola	2005	m	35-44yo	1918.0
8420	Angola	2006	m	35-44yo	2182.0
8421	Angola	2007	m	35-44yo	2255.0
8422	Angola	2008	m	35-44yo	2418.0
8423	Angola	2009	m	35-44yo	2420.0
8424	Angola	2010	m	35-44yo	2415.0
8425	Angola	2011	m	35-44yo	2386.0
8426	Angola	2012	m	35-44yo	2529.0
11197	Angola	2000	m	45-54yo	482.0
11198	Angola	2001	m	45-54yo	420.0
11199	Angola	2002	m	45-54yo	1187.0
11200	Angola	2003	m	45-54yo	1090.0
11201	Angola	2004	m	45-54yo	1196.0
11202	Angola	2005	m	45-54yo	1255.0
11203	Angola	2006	m	45-54yo	1397.0
11204	Angola	2007	m	45-54yo	1357.0
11205	Angola	2008	m	45-54yo	1480.0
11206	Angola	2009	m	45-54yo	1590.0
11207	Angola	2010	m	45-54yo	1424.0
11208	Angola	2011	m	45-54yo	1395.0
11209	Angola	2012	m	45-54yo	1427.0
13980	Angola	2000	m	55-64yo	312.0
13981	Angola	2001	m	55-64yo	197.0
13982	Angola	2002	m	55-64yo	624.0
13983	Angola	2003	m	55-64yo	512.0
13984	Angola	2004	m	55-64yo	561.0
13985	Angola	2005	m	55-64yo	665.0
13986	Angola	2006	m	55-64yo	729.0
13987	Angola	2007	m	55-64yo	699.0
13988	Angola	2008	m	55-64yo	733.0
13989	Angola	2009	m	55-64yo	748.0
13990	Angola	2010	m	55-64yo	691.0
13991	Angola	2011	m	55-64yo	680.0
13992	Angola	2012	m	55-64yo	732.0
16763	Angola	2000	m	>=65yo	194.0
16764	Angola	2001	m	>=65yo	173.0
16765	Angola	2002	m	>=65yo	444.0
16766	Angola	2003	m	>=65yo	361.0
16767	Angola	2004	m	>=65yo	321.0
16768	Angola	2005	m	>=65yo	461.0
16769	Angola	2006	m	>=65yo	428.0
16770	Angola	2007	m	>=65yo	465.0
16771	Angola	2008	m	>=65yo	420.0
16772	Angola	2009	m	>=65yo	463.0
16773	Angola	2010	m	>=65yo	355.0
16774	Angola	2011	m	>=65yo	455.0
16775	Angola	2012	m	>=65yo	424.0
19546	Angola	2000	f	<=14yo	247.0
19547	Angola	2001	f	<=14yo	279.0
19548	Angola	2002	f	<=14yo	640.0
19549	Angola	2003	f	<=14yo	591.0
19550	Angola	2004	f	<=14yo	733.0
19551	Angola	2005	f	<=14yo	704.0
19552	Angola	2006	f	<=14yo	689.0
19553	Angola	2007	f	<=14yo	703.0
19554	Angola	2008	f	<=14yo	512.0
19555	Angola	2009	f	<=14yo	568.0
19556	Angola	2010	f	<=14yo	558.0
19557	Angola	2011	f	<=14yo	708.0
19558	Angola	2012	f	<=14yo	592.0
22329	Angola	2000	f	15-24yo	1142.0
22330	Angola	2001	f	15-24yo	993.0
22331	Angola	2002	f	15-24yo	2610.0
22332	Angola	2003	f	15-24yo	3078.0
22333	Angola	2004	f	15-24yo	3198.0
22334	Angola	2005	f	15-24yo	2926.0
22335	Angola	2006	f	15-24yo	2851.0
22336	Angola	2007	f	15-24yo	2943.0
22337	Angola	2008	f	15-24yo	3199.0
22338	Angola	2009	f	15-24yo	3152.0
22339	Angola	2010	f	15-24yo	2763.0
22340	Angola	2011	f	15-24yo	2731.0
22341	Angola	2012	f	15-24yo	2501.0
25112	Angola	2000	f	25-34yo	1091.0
25113	Angola	2001	f	25-34yo	869.0
25114	Angola	2002	f	25-34yo	2208.0
25115	Angola	2003	f	25-34yo	2641.0
25116	Angola	2004	f	25-34yo	2772.0
25117	Angola	2005	f	25-34yo	2682.0
25118	Angola	2006	f	25-34yo	2892.0
25119	Angola	2007	f	25-34yo	2721.0
25120	Angola	2008	f	25-34yo	2786.0
25121	Angola	2009	f	25-34yo	2798.0
25122	Angola	2010	f	25-34yo	2594.0
25123	Angola	2011	f	25-34yo	2563.0
25124	Angola	2012	f	25-34yo	2540.0
27895	Angola	2000	f	35-44yo	844.0
27896	Angola	2001	f	35-44yo	647.0
27897	Angola	2002	f	35-44yo	1600.0
27898	Angola	2003	f	35-44yo	1747.0
27899	Angola	2004	f	35-44yo	1854.0
27900	Angola	2005	f	35-44yo	1797.0
27901	Angola	2006	f	35-44yo	1990.0
27902	Angola	2007	f	35-44yo	1812.0
27903	Angola	2008	f	35-44yo	2082.0
27904	Angola	2009	f	35-44yo	1790.0
27905	Angola	2010	f	35-44yo	1688.0
27906	Angola	2011	f	35-44yo	1683.0
27907	Angola	2012	f	35-44yo	1617.0
30678	Angola	2000	f	45-54yo	417.0
30679	Angola	2001	f	45-54yo	323.0
30680	Angola	2002	f	45-54yo	972.0
30681	Angola	2003	f	45-54yo	1157.0
30682	Angola	2004	f	45-54yo	1029.0
30683	Angola	2005	f	45-54yo	1138.0
30684	Angola	2006	f	45-54yo	1223.0
30685	Angola	2007	f	45-54yo	1041.0
30686	Angola	2008	f	45-54yo	1209.0
30687	Angola	2009	f	45-54yo	1069.0
30688	Angola	2010	f	45-54yo	958.0
30689	Angola	2011	f	45-54yo	1006.0
30690	Angola	2012	f	45-54yo	1028.0
33461	Angola	2000	f	55-64yo	200.0
33462	Angola	2001	f	55-64yo	200.0
33463	Angola	2002	f	55-64yo	533.0
33464	Angola	2003	f	55-64yo	395.0
33465	Angola	2004	f	55-64yo	505.0
33466	Angola	2005	f	55-64yo	581.0
33467	Angola	2006	f	55-64yo	583.0
33468	Angola	2007	f	55-64yo	554.0
33469	Angola	2008	f	55-64yo	556.0
33470	Angola	2009	f	55-64yo	572.0
33471	Angola	2010	f	55-64yo	482.0
33472	Angola	2011	f	55-64yo	457.0
33473	Angola	2012	f	55-64yo	529.0
36244	Angola	2000	f	>=65yo	120.0
36245	Angola	2001	f	>=65yo	182.0
36246	Angola	2002	f	>=65yo	305.0
36247	Angola	2003	f	>=65yo	129.0
36248	Angola	2004	f	>=65yo	269.0
36249	Angola	2005	f	>=65yo	417.0
36250	Angola	2006	f	>=65yo	314.0
36251	Angola	2007	f	>=65yo	367.0
36252	Angola	2008	f	>=65yo	337.0
36253	Angola	2009	f	>=65yo	272.0
36254	Angola	2010	f	>=65yo	286.0
36255	Angola	2011	f	>=65yo	346.0
36256	Angola	2012	f	>=65yo	384.0

2. Compute summary tables¶

Compute the number of cases per country and gender, for data between 2000 and 2006 (included)
Compute the number of cases per country and year range (2000-2006, 2007-2012) on rows, and gender on columns

In [11]:

tb_cases_per_gender_2000 = (
    tb[tb['year'].between(2000, 2006)]
    .pivot_table(index='country', columns='gender', values='cases', aggfunc='sum')
)
tb_cases_per_gender_2000

Out[11]:

gender	f	m
country
Afghanistan	34579.0	16426.0
Albania	441.0	920.0
Algeria	22993.0	32926.0
American Samoa	11.0	6.0
Andorra	10.0	18.0
Angola	57307.0	56848.0
Anguilla	1.0	0.0
Antigua and Barbuda	11.0	5.0
Argentina	14527.0	19357.0
Armenia	681.0	3220.0
Aruba	0.0	0.0
Australia	547.0	915.0
Austria	456.0	1186.0
Azerbaijan	1559.0	5913.0
Bahamas	76.0	109.0
Bahrain	63.0	140.0
Bangladesh	133757.0	294417.0
Barbados	12.0	26.0
Belarus	1031.0	4247.0
Belgium	692.0	1588.0
Belize	140.0	243.0
Benin	6405.0	11283.0
Bermuda	1.0	1.0
Bhutan	1040.0	1356.0
Bolivia (Plurinational State of)	18089.0	26493.0
Bosnia and Herzegovina	1982.0	2669.0
Botswana	9650.0	12441.0
Brazil	113354.0	211322.0
British Virgin Islands	2.0	2.0
Brunei Darussalam	251.0	400.0
Bulgaria	1937.0	4233.0
Burkina Faso	4170.0	8743.0
Burundi	7043.0	11273.0
Cabo Verde	309.0	471.0
Cambodia	60829.0	63809.0
Cameroon	25588.0	38214.0
Canada	1265.0	1702.0
Cayman Islands	1.0	6.0
Central African Republic	5980.0	7685.0
Chad	4694.0	7208.0
Chile	3058.0	6281.0
China	692350.0	1522330.0
China, Hong Kong SAR	3792.0	8483.0
China, Macao SAR	284.0	699.0
Colombia	21225.0	31804.0
Comoros	192.0	253.0
Congo	5314.0	6160.0
Cook Islands	0.0	5.0
Costa Rica	886.0	1641.0
Cote d'Ivoire	28598.0	40932.0
Croatia	960.0	1931.0
Cuba	872.0	2762.0
Cyprus	13.0	35.0
Czech Republic	632.0	1703.0
Democratic People's Republic of Korea	46809.0	74757.0
Democratic Republic of the Congo	170192.0	192935.0
Denmark	370.0	601.0
Djibouti	2755.0	5755.0
Dominica	5.0	5.0
Dominican Republic	6419.0	9800.0
Ecuador	6807.0	9901.0
Egypt	10845.0	21086.0
El Salvador	2677.0	4082.0
Equatorial Guinea	161.0	245.0
Eritrea	2608.0	2270.0
Estonia	368.0	1015.0
Ethiopia	116094.0	140312.0
Fiji	209.0	334.0
Finland	312.0	583.0
France	4243.0	8166.0
French Polynesia	90.0	108.0
Gabon	2776.0	4131.0
Gambia	1613.0	3805.0
Georgia	1971.0	6242.0
Germany	2266.0	4311.0
Ghana	18497.0	34527.0
Greece	379.0	923.0
Greenland	0.0	0.0
Grenada	2.0	2.0
Guam	97.0	179.0
Guatemala	5596.0	6544.0
Guinea	11207.0	21725.0
Guinea-Bissau	2285.0	3451.0
Guyana	916.0	1962.0
Haiti	23235.0	23307.0
Honduras	7230.0	8965.0
Hungary	897.0	2514.0
Iceland	6.0	9.0
India	828474.0	1848348.0
Indonesia	286538.0	399164.0
Iran (Islamic Republic of)	17795.0	17946.0
Iraq	7994.0	15159.0
Ireland	246.0	441.0
Israel	466.0	738.0
Italy	2360.0	4445.0
Jamaica	139.0	350.0
Japan	23230.0	53242.0
Jordan	227.0	436.0
Kazakhstan	18320.0	30157.0
Kenya	106531.0	146717.0
Kiribati	324.0	366.0
Kuwait	524.0	956.0
Kyrgyzstan	4503.0	7007.0
Lao People's Democratic Republic	5757.0	9100.0
Latvia	1097.0	3094.0
Lebanon	430.0	613.0
Lesotho	9791.0	12371.0
Liberia	5500.0	7301.0
Libya	847.0	3092.0
Lithuania	1677.0	4595.0
Luxembourg	44.0	68.0
Madagascar	29552.0	42855.0
Malawi	24471.0	24994.0
Malaysia	23938.0	52440.0
Maldives	169.0	268.0
Mali	6028.0	12665.0
Malta	4.0	21.0
Marshall Islands	159.0	152.0
Mauritania	902.0	2246.0
Mauritius	180.0	432.0
Mexico	33134.0	53218.0
Micronesia (Federated States of)	116.0	93.0
Monaco	0.0	0.0
Mongolia	5583.0	6454.0
Montenegro	42.0	80.0
Montserrat	0.0	3.0
Morocco	30252.0	58497.0
Mozambique	0.0	0.0
Myanmar	67403.0	130337.0
Namibia	14772.0	19685.0
Nauru	5.0	5.0
Nepal	32414.0	66254.0
Netherlands	593.0	1258.0
Netherlands Antilles	12.0	40.0
New Caledonia	63.0	86.0
New Zealand	295.0	335.0
Nicaragua	4244.0	5319.0
Niger	4789.0	12190.0
Nigeria	80330.0	111660.0
Niue	1.0	0.0
Northern Mariana Islands	96.0	111.0
Norway	129.0	175.0
Oman	453.0	692.0
Pakistan	94064.0	99216.0
Palau	11.0	23.0
Panama	1902.0	3346.0
Papua New Guinea	3225.0	3434.0
Paraguay	2815.0	5061.0
Peru	46298.0	62229.0
Philippines	96966.0	216914.0
Poland	6560.0	15001.0
Portugal	2962.0	8464.0
Puerto Rico	157.0	332.0
Qatar	114.0	399.0
Republic of Korea	28390.0	48574.0
Republic of Moldova	2053.0	6568.0
Romania	21126.0	52827.0
Russian Federation	35450.0	113330.0
Rwanda	7350.0	12980.0
Saint Kitts and Nevis	3.0	1.0
Saint Lucia	29.0	48.0
Saint Vincent and the Grenadines	10.0	31.0
Samoa	41.0	41.0
San Marino	0.0	1.0
Sao Tome and Principe	193.0	213.0
Saudi Arabia	4572.0	7073.0
Senegal	13910.0	30431.0
Serbia	868.0	1364.0
Serbia & Montenegro	1078.0	1632.0
Seychelles	17.0	42.0
Sierra Leone	9201.0	14748.0
Singapore	862.0	2466.0
Slovakia	437.0	897.0
Slovenia	281.0	530.0
Solomon Islands	427.0	373.0
Somalia	13763.0	24980.0
South Africa	264248.0	341088.0
Spain	4180.0	8889.0
Sri Lanka	8386.0	22441.0
Sudan	32121.0	48022.0
Suriname	93.0	235.0
Swaziland	6696.0	7019.0
Sweden	352.0	449.0
Switzerland	227.0	386.0
Syrian Arab Republic	3582.0	6609.0
Tajikistan	1521.0	2208.0
Thailand	55379.0	130832.0
The Former Yugoslav Republic of Macedonia	474.0	812.0
Timor-Leste	2150.0	2903.0
Togo	3449.0	5429.0
Tokelau	0.0	0.0
Tonga	33.0	49.0
Trinidad and Tobago	244.0	579.0
Tunisia	1803.0	4931.0
Turkey	4219.0	11395.0
Turkmenistan	2777.0	5187.0
Turks and Caicos Islands	10.0	5.0
Tuvalu	10.0	16.0
US Virgin Islands	0.0	0.0
Uganda	56500.0	79555.0
Ukraine	11481.0	38200.0
United Arab Emirates	143.0	170.0
United Kingdom of Great Britain and Northern Ireland	3546.0	5285.0
United Republic of Tanzania	65505.0	108065.0
United States of America	12047.0	25716.0
Uruguay	727.0	1641.0
Uzbekistan	13706.0	18760.0
Vanuatu	154.0	186.0
Venezuela (Bolivarian Republic of)	7215.0	11087.0
Viet Nam	112399.0	278116.0
Wallis and Futuna Islands	7.0	10.0
West Bank and Gaza Strip	14.0	28.0
Yemen	12969.0	15771.0
Zambia	41179.0	53162.0
Zimbabwe	30699.0	35504.0

In [14]:

# Add a new column, containing the year range
tb['year_range'] = (
    tb['year']
    .between(2000, 2006)
    .map({True: '2000-2006', False: '2007-2012'})
)
tb[tb['country'] == 'Angola']

Out[14]:

	country	year	gender	age_range	cases	year_range
65	Angola	2000	m	<=14yo	186.0	2000-2006
66	Angola	2001	m	<=14yo	230.0	2000-2006
67	Angola	2002	m	<=14yo	435.0	2000-2006
68	Angola	2003	m	<=14yo	409.0	2000-2006
69	Angola	2004	m	<=14yo	554.0	2000-2006
70	Angola	2005	m	<=14yo	520.0	2000-2006
71	Angola	2006	m	<=14yo	540.0	2000-2006
72	Angola	2007	m	<=14yo	484.0	2007-2012
73	Angola	2008	m	<=14yo	367.0	2007-2012
74	Angola	2009	m	<=14yo	392.0	2007-2012
75	Angola	2010	m	<=14yo	448.0	2007-2012
76	Angola	2011	m	<=14yo	501.0	2007-2012
77	Angola	2012	m	<=14yo	390.0	2007-2012
2848	Angola	2000	m	15-24yo	999.0	2000-2006
2849	Angola	2001	m	15-24yo	892.0	2000-2006
2850	Angola	2002	m	15-24yo	2223.0	2000-2006
2851	Angola	2003	m	15-24yo	2355.0	2000-2006
2852	Angola	2004	m	15-24yo	2684.0	2000-2006
2853	Angola	2005	m	15-24yo	2549.0	2000-2006
2854	Angola	2006	m	15-24yo	2632.0	2000-2006
2855	Angola	2007	m	15-24yo	2824.0	2007-2012
2856	Angola	2008	m	15-24yo	2970.0	2007-2012
2857	Angola	2009	m	15-24yo	3054.0	2007-2012
2858	Angola	2010	m	15-24yo	2900.0	2007-2012
2859	Angola	2011	m	15-24yo	3000.0	2007-2012
2860	Angola	2012	m	15-24yo	2804.0	2007-2012
5631	Angola	2000	m	25-34yo	1003.0	2000-2006
5632	Angola	2001	m	25-34yo	752.0	2000-2006
5633	Angola	2002	m	25-34yo	2292.0	2000-2006
5634	Angola	2003	m	25-34yo	2598.0	2000-2006
5635	Angola	2004	m	25-34yo	2659.0	2000-2006
5636	Angola	2005	m	25-34yo	2797.0	2000-2006
5637	Angola	2006	m	25-34yo	3049.0	2000-2006
5638	Angola	2007	m	25-34yo	3197.0	2007-2012
5639	Angola	2008	m	25-34yo	3493.0	2007-2012
5640	Angola	2009	m	25-34yo	3600.0	2007-2012
5641	Angola	2010	m	25-34yo	3584.0	2007-2012
5642	Angola	2011	m	25-34yo	3792.0	2007-2012
5643	Angola	2012	m	25-34yo	3627.0	2007-2012
8414	Angola	2000	m	35-44yo	912.0	2000-2006
8415	Angola	2001	m	35-44yo	648.0	2000-2006
8416	Angola	2002	m	35-44yo	1915.0	2000-2006
8417	Angola	2003	m	35-44yo	1908.0	2000-2006
8418	Angola	2004	m	35-44yo	1998.0	2000-2006
8419	Angola	2005	m	35-44yo	1918.0	2000-2006
8420	Angola	2006	m	35-44yo	2182.0	2000-2006
8421	Angola	2007	m	35-44yo	2255.0	2007-2012
8422	Angola	2008	m	35-44yo	2418.0	2007-2012
8423	Angola	2009	m	35-44yo	2420.0	2007-2012
8424	Angola	2010	m	35-44yo	2415.0	2007-2012
8425	Angola	2011	m	35-44yo	2386.0	2007-2012
8426	Angola	2012	m	35-44yo	2529.0	2007-2012
11197	Angola	2000	m	45-54yo	482.0	2000-2006
11198	Angola	2001	m	45-54yo	420.0	2000-2006
11199	Angola	2002	m	45-54yo	1187.0	2000-2006
11200	Angola	2003	m	45-54yo	1090.0	2000-2006
11201	Angola	2004	m	45-54yo	1196.0	2000-2006
11202	Angola	2005	m	45-54yo	1255.0	2000-2006
11203	Angola	2006	m	45-54yo	1397.0	2000-2006
11204	Angola	2007	m	45-54yo	1357.0	2007-2012
11205	Angola	2008	m	45-54yo	1480.0	2007-2012
11206	Angola	2009	m	45-54yo	1590.0	2007-2012
11207	Angola	2010	m	45-54yo	1424.0	2007-2012
11208	Angola	2011	m	45-54yo	1395.0	2007-2012
11209	Angola	2012	m	45-54yo	1427.0	2007-2012
13980	Angola	2000	m	55-64yo	312.0	2000-2006
13981	Angola	2001	m	55-64yo	197.0	2000-2006
13982	Angola	2002	m	55-64yo	624.0	2000-2006
13983	Angola	2003	m	55-64yo	512.0	2000-2006
13984	Angola	2004	m	55-64yo	561.0	2000-2006
13985	Angola	2005	m	55-64yo	665.0	2000-2006
13986	Angola	2006	m	55-64yo	729.0	2000-2006
13987	Angola	2007	m	55-64yo	699.0	2007-2012
13988	Angola	2008	m	55-64yo	733.0	2007-2012
13989	Angola	2009	m	55-64yo	748.0	2007-2012
13990	Angola	2010	m	55-64yo	691.0	2007-2012
13991	Angola	2011	m	55-64yo	680.0	2007-2012
13992	Angola	2012	m	55-64yo	732.0	2007-2012
16763	Angola	2000	m	>=65yo	194.0	2000-2006
16764	Angola	2001	m	>=65yo	173.0	2000-2006
16765	Angola	2002	m	>=65yo	444.0	2000-2006
16766	Angola	2003	m	>=65yo	361.0	2000-2006
16767	Angola	2004	m	>=65yo	321.0	2000-2006
16768	Angola	2005	m	>=65yo	461.0	2000-2006
16769	Angola	2006	m	>=65yo	428.0	2000-2006
16770	Angola	2007	m	>=65yo	465.0	2007-2012
16771	Angola	2008	m	>=65yo	420.0	2007-2012
16772	Angola	2009	m	>=65yo	463.0	2007-2012
16773	Angola	2010	m	>=65yo	355.0	2007-2012
16774	Angola	2011	m	>=65yo	455.0	2007-2012
16775	Angola	2012	m	>=65yo	424.0	2007-2012
19546	Angola	2000	f	<=14yo	247.0	2000-2006
19547	Angola	2001	f	<=14yo	279.0	2000-2006
19548	Angola	2002	f	<=14yo	640.0	2000-2006
19549	Angola	2003	f	<=14yo	591.0	2000-2006
19550	Angola	2004	f	<=14yo	733.0	2000-2006
19551	Angola	2005	f	<=14yo	704.0	2000-2006
19552	Angola	2006	f	<=14yo	689.0	2000-2006
19553	Angola	2007	f	<=14yo	703.0	2007-2012
19554	Angola	2008	f	<=14yo	512.0	2007-2012
19555	Angola	2009	f	<=14yo	568.0	2007-2012
19556	Angola	2010	f	<=14yo	558.0	2007-2012
19557	Angola	2011	f	<=14yo	708.0	2007-2012
19558	Angola	2012	f	<=14yo	592.0	2007-2012
22329	Angola	2000	f	15-24yo	1142.0	2000-2006
22330	Angola	2001	f	15-24yo	993.0	2000-2006
22331	Angola	2002	f	15-24yo	2610.0	2000-2006
22332	Angola	2003	f	15-24yo	3078.0	2000-2006
22333	Angola	2004	f	15-24yo	3198.0	2000-2006
22334	Angola	2005	f	15-24yo	2926.0	2000-2006
22335	Angola	2006	f	15-24yo	2851.0	2000-2006
22336	Angola	2007	f	15-24yo	2943.0	2007-2012
22337	Angola	2008	f	15-24yo	3199.0	2007-2012
22338	Angola	2009	f	15-24yo	3152.0	2007-2012
22339	Angola	2010	f	15-24yo	2763.0	2007-2012
22340	Angola	2011	f	15-24yo	2731.0	2007-2012
22341	Angola	2012	f	15-24yo	2501.0	2007-2012
25112	Angola	2000	f	25-34yo	1091.0	2000-2006
25113	Angola	2001	f	25-34yo	869.0	2000-2006
25114	Angola	2002	f	25-34yo	2208.0	2000-2006
25115	Angola	2003	f	25-34yo	2641.0	2000-2006
25116	Angola	2004	f	25-34yo	2772.0	2000-2006
25117	Angola	2005	f	25-34yo	2682.0	2000-2006
25118	Angola	2006	f	25-34yo	2892.0	2000-2006
25119	Angola	2007	f	25-34yo	2721.0	2007-2012
25120	Angola	2008	f	25-34yo	2786.0	2007-2012
25121	Angola	2009	f	25-34yo	2798.0	2007-2012
25122	Angola	2010	f	25-34yo	2594.0	2007-2012
25123	Angola	2011	f	25-34yo	2563.0	2007-2012
25124	Angola	2012	f	25-34yo	2540.0	2007-2012
27895	Angola	2000	f	35-44yo	844.0	2000-2006
27896	Angola	2001	f	35-44yo	647.0	2000-2006
27897	Angola	2002	f	35-44yo	1600.0	2000-2006
27898	Angola	2003	f	35-44yo	1747.0	2000-2006
27899	Angola	2004	f	35-44yo	1854.0	2000-2006
27900	Angola	2005	f	35-44yo	1797.0	2000-2006
27901	Angola	2006	f	35-44yo	1990.0	2000-2006
27902	Angola	2007	f	35-44yo	1812.0	2007-2012
27903	Angola	2008	f	35-44yo	2082.0	2007-2012
27904	Angola	2009	f	35-44yo	1790.0	2007-2012
27905	Angola	2010	f	35-44yo	1688.0	2007-2012
27906	Angola	2011	f	35-44yo	1683.0	2007-2012
27907	Angola	2012	f	35-44yo	1617.0	2007-2012
30678	Angola	2000	f	45-54yo	417.0	2000-2006
30679	Angola	2001	f	45-54yo	323.0	2000-2006
30680	Angola	2002	f	45-54yo	972.0	2000-2006
30681	Angola	2003	f	45-54yo	1157.0	2000-2006
30682	Angola	2004	f	45-54yo	1029.0	2000-2006
30683	Angola	2005	f	45-54yo	1138.0	2000-2006
30684	Angola	2006	f	45-54yo	1223.0	2000-2006
30685	Angola	2007	f	45-54yo	1041.0	2007-2012
30686	Angola	2008	f	45-54yo	1209.0	2007-2012
30687	Angola	2009	f	45-54yo	1069.0	2007-2012
30688	Angola	2010	f	45-54yo	958.0	2007-2012
30689	Angola	2011	f	45-54yo	1006.0	2007-2012
30690	Angola	2012	f	45-54yo	1028.0	2007-2012
33461	Angola	2000	f	55-64yo	200.0	2000-2006
33462	Angola	2001	f	55-64yo	200.0	2000-2006
33463	Angola	2002	f	55-64yo	533.0	2000-2006
33464	Angola	2003	f	55-64yo	395.0	2000-2006
33465	Angola	2004	f	55-64yo	505.0	2000-2006
33466	Angola	2005	f	55-64yo	581.0	2000-2006
33467	Angola	2006	f	55-64yo	583.0	2000-2006
33468	Angola	2007	f	55-64yo	554.0	2007-2012
33469	Angola	2008	f	55-64yo	556.0	2007-2012
33470	Angola	2009	f	55-64yo	572.0	2007-2012
33471	Angola	2010	f	55-64yo	482.0	2007-2012
33472	Angola	2011	f	55-64yo	457.0	2007-2012
33473	Angola	2012	f	55-64yo	529.0	2007-2012
36244	Angola	2000	f	>=65yo	120.0	2000-2006
36245	Angola	2001	f	>=65yo	182.0	2000-2006
36246	Angola	2002	f	>=65yo	305.0	2000-2006
36247	Angola	2003	f	>=65yo	129.0	2000-2006
36248	Angola	2004	f	>=65yo	269.0	2000-2006
36249	Angola	2005	f	>=65yo	417.0	2000-2006
36250	Angola	2006	f	>=65yo	314.0	2000-2006
36251	Angola	2007	f	>=65yo	367.0	2007-2012
36252	Angola	2008	f	>=65yo	337.0	2007-2012
36253	Angola	2009	f	>=65yo	272.0	2007-2012
36254	Angola	2010	f	>=65yo	286.0	2007-2012
36255	Angola	2011	f	>=65yo	346.0	2007-2012
36256	Angola	2012	f	>=65yo	384.0	2007-2012

In [16]:

tb_cases_per_gender = (
    tb.pivot_table(index=['country', 'year_range'], columns='gender', values='cases', aggfunc='sum')
)

tb_cases_per_gender

Out[16]:

	gender	f	m
country	year_range
Afghanistan	2000-2006	34579.0	16426.0
Afghanistan	2007-2012	53159.0	25748.0
Albania	2000-2006	441.0	920.0
Albania	2007-2012	310.0	706.0
Algeria	2000-2006	22993.0	32926.0
Algeria	2007-2012	18904.0	30182.0
American Samoa	2000-2006	11.0	6.0
American Samoa	2007-2012	0.0	0.0
Andorra	2000-2006	10.0	18.0
Andorra	2007-2012	5.0	5.0
Angola	2000-2006	57307.0	56848.0
Angola	2007-2012	59057.0	71388.0
Anguilla	2000-2006	1.0	0.0
Anguilla	2007-2012	0.0	1.0
Antigua and Barbuda	2000-2006	11.0	5.0
Antigua and Barbuda	2007-2012	2.0	18.0
Argentina	2000-2006	14527.0	19357.0
Argentina	2007-2012	12051.0	15187.0
Armenia	2000-2006	681.0	3220.0
Armenia	2007-2012	491.0	1916.0
Aruba	2000-2006	0.0	0.0
Aruba	2007-2012	11.0	10.0
Australia	2000-2006	547.0	915.0
Australia	2007-2012	706.0	1003.0
Austria	2000-2006	456.0	1186.0
Austria	2007-2012	182.0	361.0
Azerbaijan	2000-2006	1559.0	5913.0
Azerbaijan	2007-2012	1078.0	3082.0
Bahamas	2000-2006	76.0	109.0
Bahamas	2007-2012	50.0	102.0
Bahrain	2000-2006	63.0	140.0
Bahrain	2007-2012	198.0	454.0
Bangladesh	2000-2006	133757.0	294417.0
Bangladesh	2007-2012	175795.0	346381.0
Barbados	2000-2006	12.0	26.0
Barbados	2007-2012	6.0	11.0
Belarus	2000-2006	1031.0	4247.0
Belarus	2007-2012	1648.0	5427.0
Belgium	2000-2006	692.0	1588.0
Belgium	2007-2012	533.0	1092.0
Belize	2000-2006	140.0	243.0
Belize	2007-2012	148.0	326.0
Benin	2000-2006	6405.0	11283.0
Benin	2007-2012	6316.0	11855.0
Bermuda	2000-2006	1.0	1.0
Bermuda	2007-2012	1.0	1.0
Bhutan	2000-2006	1040.0	1356.0
Bhutan	2007-2012	1301.0	1257.0
Bolivia (Plurinational State of)	2000-2006	18089.0	26493.0
Bolivia (Plurinational State of)	2007-2012	13521.0	20791.0
Bonaire, Saint Eustatius and Saba	2007-2012	0.0	0.0
Bosnia and Herzegovina	2000-2006	1982.0	2669.0
Bosnia and Herzegovina	2007-2012	1076.0	1603.0
Botswana	2000-2006	9650.0	12441.0
Botswana	2007-2012	7660.0	9792.0
Brazil	2000-2006	113354.0	211322.0
Brazil	2007-2012	73972.0	159616.0
British Virgin Islands	2000-2006	2.0	2.0
British Virgin Islands	2007-2012	0.0	1.0
Brunei Darussalam	2000-2006	251.0	400.0
Brunei Darussalam	2007-2012	294.0	480.0
Bulgaria	2000-2006	1937.0	4233.0
Bulgaria	2007-2012	1501.0	3758.0
Burkina Faso	2000-2006	4170.0	8743.0
Burkina Faso	2007-2012	5765.0	12740.0
Burundi	2000-2006	7043.0	11273.0
Burundi	2007-2012	8205.0	15699.0
Cabo Verde	2000-2006	309.0	471.0
Cabo Verde	2007-2012	268.0	630.0
Cambodia	2000-2006	60829.0	63809.0
Cambodia	2007-2012	49450.0	55865.0
Cameroon	2000-2006	25588.0	38214.0
Cameroon	2007-2012	34545.0	51806.0
Canada	2000-2006	1265.0	1702.0
Canada	2007-2012	1041.0	1615.0
Cayman Islands	2000-2006	1.0	6.0
Cayman Islands	2007-2012	1.0	8.0
Central African Republic	2000-2006	5980.0	7685.0
Central African Republic	2007-2012	9510.0	11593.0
Chad	2000-2006	4694.0	7208.0
Chad	2007-2012	6377.0	12948.0
Chile	2000-2006	3058.0	6281.0
Chile	2007-2012	2186.0	4761.0
China	2000-2006	692350.0	1522330.0
China	2007-2012	716717.0	1784144.0
China, Hong Kong SAR	2000-2006	3792.0	8483.0
China, Hong Kong SAR	2007-2012	2754.0	5968.0
China, Macao SAR	2000-2006	284.0	699.0
China, Macao SAR	2007-2012	302.0	644.0
Colombia	2000-2006	21225.0	31804.0
Colombia	2007-2012	16508.0	25150.0
Comoros	2000-2006	192.0	253.0
Comoros	2007-2012	93.0	193.0
Congo	2000-2006	5314.0	6160.0
Congo	2007-2012	9625.0	11880.0
Cook Islands	2000-2006	0.0	5.0
Cook Islands	2007-2012	1.0	3.0
Costa Rica	2000-2006	886.0	1641.0
Costa Rica	2007-2012	583.0	1099.0
Cote d'Ivoire	2000-2006	28598.0	40932.0
Cote d'Ivoire	2007-2012	34650.0	52222.0
Croatia	2000-2006	960.0	1931.0
Croatia	2007-2012	369.0	785.0
Cuba	2000-2006	872.0	2762.0
Cuba	2007-2012	495.0	1694.0
Curacao	2007-2012	3.0	3.0
Cyprus	2000-2006	13.0	35.0
Cyprus	2007-2012	28.0	32.0
Czech Republic	2000-2006	632.0	1703.0
Czech Republic	2007-2012	319.0	1010.0
Democratic People's Republic of Korea	2000-2006	46809.0	74757.0
Democratic People's Republic of Korea	2007-2012	64750.0	110640.0
Democratic Republic of the Congo	2000-2006	170192.0	192935.0
Democratic Republic of the Congo	2007-2012	193001.0	229162.0
Denmark	2000-2006	370.0	601.0
Denmark	2007-2012	228.0	463.0
Djibouti	2000-2006	2755.0	5755.0
Djibouti	2007-2012	2672.0	4975.0
Dominica	2000-2006	5.0	5.0
Dominica	2007-2012	6.0	19.0
Dominican Republic	2000-2006	6419.0	9800.0
Dominican Republic	2007-2012	5481.0	8887.0
Ecuador	2000-2006	6807.0	9901.0
Ecuador	2007-2012	7696.0	13212.0
Egypt	2000-2006	10845.0	21086.0
Egypt	2007-2012	9385.0	19162.0
El Salvador	2000-2006	2677.0	4082.0
El Salvador	2007-2012	2230.0	3915.0
Equatorial Guinea	2000-2006	161.0	245.0
Equatorial Guinea	2007-2012	908.0	1251.0
Eritrea	2000-2006	2608.0	2270.0
Eritrea	2007-2012	1392.0	1715.0
Estonia	2000-2006	368.0	1015.0
Estonia	2007-2012	200.0	575.0
Ethiopia	2000-2006	116094.0	140312.0
Ethiopia	2007-2012	97671.0	121887.0
Fiji	2000-2006	209.0	334.0
Fiji	2007-2012	245.0	289.0
Finland	2000-2006	312.0	583.0
Finland	2007-2012	173.0	345.0
France	2000-2006	4243.0	8166.0
France	2007-2012	2523.0	4343.0
French Polynesia	2000-2006	90.0	108.0
French Polynesia	2007-2012	52.0	62.0
Gabon	2000-2006	2776.0	4131.0
Gabon	2007-2012	3096.0	4693.0
Gambia	2000-2006	1613.0	3805.0
Gambia	2007-2012	2186.0	4578.0
Georgia	2000-2006	1971.0	6242.0
Georgia	2007-2012	2709.0	8892.0
Germany	2000-2006	2266.0	4311.0
Germany	2007-2012	2466.0	4756.0
Ghana	2000-2006	18497.0	34527.0
Ghana	2007-2012	12728.0	25325.0
Greece	2000-2006	379.0	923.0
Greece	2007-2012	329.0	827.0
Greenland	2000-2006	0.0	0.0
Greenland	2007-2012	51.0	78.0
Grenada	2000-2006	2.0	2.0
Grenada	2007-2012	4.0	14.0
Guam	2000-2006	97.0	179.0
Guam	2007-2012	49.0	108.0
Guatemala	2000-2006	5596.0	6544.0
Guatemala	2007-2012	4701.0	5408.0
Guinea	2000-2006	11207.0	21725.0
Guinea	2007-2012	12965.0	24187.0
Guinea-Bissau	2000-2006	2285.0	3451.0
Guinea-Bissau	2007-2012	2537.0	3945.0
Guyana	2000-2006	916.0	1962.0
Guyana	2007-2012	514.0	1324.0
Haiti	2000-2006	23235.0	23307.0
Haiti	2007-2012	20461.0	21527.0
Honduras	2000-2006	7230.0	8965.0
Honduras	2007-2012	4653.0	6958.0
Hungary	2000-2006	897.0	2514.0
Hungary	2007-2012	538.0	1349.0
Iceland	2000-2006	6.0	9.0
Iceland	2007-2012	9.0	9.0
India	2000-2006	828474.0	1848348.0
India	2007-2012	1143930.0	2590830.0
Indonesia	2000-2006	286538.0	399164.0
Indonesia	2007-2012	440227.0	639461.0
Iran (Islamic Republic of)	2000-2006	17795.0	17946.0
Iran (Islamic Republic of)	2007-2012	15264.0	15447.0
Iraq	2000-2006	7994.0	15159.0
Iraq	2007-2012	7963.0	10697.0
Ireland	2000-2006	246.0	441.0
Ireland	2007-2012	247.0	501.0
Israel	2000-2006	466.0	738.0
Israel	2007-2012	260.0	460.0
Italy	2000-2006	2360.0	4445.0
Italy	2007-2012	1789.0	3054.0
Jamaica	2000-2006	139.0	350.0
Jamaica	2007-2012	125.0	262.0
Japan	2000-2006	23230.0	53242.0
Japan	2007-2012	17028.0	34090.0
Jordan	2000-2006	227.0	436.0
Jordan	2007-2012	292.0	335.0
Kazakhstan	2000-2006	18320.0	30157.0
Kazakhstan	2007-2012	11542.0	19017.0
Kenya	2000-2006	106531.0	146717.0
Kenya	2007-2012	87519.0	135336.0
Kiribati	2000-2006	324.0	366.0
Kiribati	2007-2012	379.0	408.0
Kuwait	2000-2006	524.0	956.0
Kuwait	2007-2012	829.0	1111.0
Kyrgyzstan	2000-2006	4503.0	7007.0
Kyrgyzstan	2007-2012	4020.0	5823.0
Lao People's Democratic Republic	2000-2006	5757.0	9100.0
Lao People's Democratic Republic	2007-2012	7258.0	11391.0
Latvia	2000-2006	1097.0	3094.0
Latvia	2007-2012	561.0	1658.0
Lebanon	2000-2006	430.0	613.0
Lebanon	2007-2012	641.0	461.0
Lesotho	2000-2006	9791.0	12371.0
Lesotho	2007-2012	8313.0	10721.0
Liberia	2000-2006	5500.0	7301.0
Liberia	2007-2012	8517.0	10714.0
Libya	2000-2006	847.0	3092.0
Libya	2007-2012	842.0	2754.0
Lithuania	2000-2006	1677.0	4595.0
Lithuania	2007-2012	1181.0	3497.0
Luxembourg	2000-2006	44.0	68.0
Luxembourg	2007-2012	0.0	1.0
Madagascar	2000-2006	29552.0	42855.0
Madagascar	2007-2012	39949.0	57554.0
Malawi	2000-2006	24471.0	24994.0
Malawi	2007-2012	19560.0	24546.0
Malaysia	2000-2006	23938.0	52440.0
Malaysia	2007-2012	22941.0	46467.0
Maldives	2000-2006	169.0	268.0
Maldives	2007-2012	97.0	200.0
Mali	2000-2006	6028.0	12665.0
Mali	2007-2012	8393.0	16587.0
Malta	2000-2006	4.0	21.0
Malta	2007-2012	11.0	44.0
Marshall Islands	2000-2006	159.0	152.0
Marshall Islands	2007-2012	133.0	126.0
Mauritania	2000-2006	902.0	2246.0
Mauritania	2007-2012	2577.0	6288.0
Mauritius	2000-2006	180.0	432.0
Mauritius	2007-2012	181.0	411.0
Mexico	2000-2006	33134.0	53218.0
Mexico	2007-2012	28000.0	45866.0
Micronesia (Federated States of)	2000-2006	116.0	93.0
Micronesia (Federated States of)	2007-2012	150.0	135.0
Monaco	2000-2006	0.0	0.0
Monaco	2007-2012	0.0	0.0
Mongolia	2000-2006	5583.0	6454.0
Mongolia	2007-2012	4674.0	6105.0
Montenegro	2000-2006	42.0	80.0
Montenegro	2007-2012	122.0	168.0
Montserrat	2000-2006	0.0	3.0
Montserrat	2007-2012	1.0	0.0
Morocco	2000-2006	30252.0	58497.0
Morocco	2007-2012	21326.0	49976.0
Mozambique	2000-2006	0.0	0.0
Mozambique	2007-2012	0.0	0.0
Myanmar	2000-2006	67403.0	130337.0
Myanmar	2007-2012	86520.0	166258.0
Namibia	2000-2006	14772.0	19685.0
Namibia	2007-2012	12062.0	15865.0
Nauru	2000-2006	5.0	5.0
Nauru	2007-2012	3.0	7.0
Nepal	2000-2006	32414.0	66254.0
Nepal	2007-2012	27740.0	58736.0
Netherlands	2000-2006	593.0	1258.0
Netherlands	2007-2012	388.0	712.0
Netherlands Antilles	2000-2006	12.0	40.0
Netherlands Antilles	2007-2012	0.0	0.0
New Caledonia	2000-2006	63.0	86.0
New Caledonia	2007-2012	26.0	54.0
New Zealand	2000-2006	295.0	335.0
New Zealand	2007-2012	237.0	277.0
Nicaragua	2000-2006	4244.0	5319.0
Nicaragua	2007-2012	2493.0	3354.0
Niger	2000-2006	4789.0	12190.0
Niger	2007-2012	9799.0	27912.0
Nigeria	2000-2006	80330.0	111660.0
Nigeria	2007-2012	111620.0	169039.0
Niue	2000-2006	1.0	0.0
Niue	2007-2012	0.0	0.0
Northern Mariana Islands	2000-2006	96.0	111.0
Northern Mariana Islands	2007-2012	32.0	54.0
Norway	2000-2006	129.0	175.0
Norway	2007-2012	107.0	181.0
Oman	2000-2006	453.0	692.0
Oman	2007-2012	404.0	655.0
Pakistan	2000-2006	94064.0	99216.0
Pakistan	2007-2012	297873.0	313604.0
Palau	2000-2006	11.0	23.0
Palau	2007-2012	11.0	17.0
Panama	2000-2006	1902.0	3346.0
Panama	2007-2012	1760.0	3080.0
Papua New Guinea	2000-2006	3225.0	3434.0
Papua New Guinea	2007-2012	4573.0	4870.0
Paraguay	2000-2006	2815.0	5061.0
Paraguay	2007-2012	2488.0	5652.0
Peru	2000-2006	46298.0	62229.0
Peru	2007-2012	15103.0	20100.0
Philippines	2000-2006	96966.0	216914.0
Philippines	2007-2012	159419.0	377739.0
Poland	2000-2006	6560.0	15001.0
Poland	2007-2012	4465.0	11174.0
Portugal	2000-2006	2962.0	8464.0
Portugal	2007-2012	1607.0	4513.0
Puerto Rico	2000-2006	157.0	332.0
Puerto Rico	2007-2012	72.0	173.0
Qatar	2000-2006	114.0	399.0
Qatar	2007-2012	168.0	967.0
Republic of Korea	2000-2006	28390.0	48574.0
Republic of Korea	2007-2012	27674.0	41026.0
Republic of Moldova	2000-2006	2053.0	6568.0
Republic of Moldova	2007-2012	1847.0	6499.0
Romania	2000-2006	21126.0	52827.0
Romania	2007-2012	14688.0	35758.0
Russian Federation	2000-2006	35450.0	113330.0
Russian Federation	2007-2012	49652.0	138825.0
Rwanda	2000-2006	7350.0	12980.0
Rwanda	2007-2012	8444.0	15133.0
Saint Kitts and Nevis	2000-2006	3.0	1.0
Saint Kitts and Nevis	2007-2012	5.0	13.0
Saint Lucia	2000-2006	29.0	48.0
Saint Lucia	2007-2012	18.0	52.0
Saint Vincent and the Grenadines	2000-2006	10.0	31.0
Saint Vincent and the Grenadines	2007-2012	12.0	39.0
Samoa	2000-2006	41.0	41.0
Samoa	2007-2012	1151.0	239.0
San Marino	2000-2006	0.0	1.0
San Marino	2007-2012	0.0	0.0
Sao Tome and Principe	2000-2006	193.0	213.0
Sao Tome and Principe	2007-2012	125.0	196.0
Saudi Arabia	2000-2006	4572.0	7073.0
Saudi Arabia	2007-2012	4883.0	7795.0
Senegal	2000-2006	13910.0	30431.0
Senegal	2007-2012	14339.0	32003.0
Serbia	2000-2006	868.0	1364.0
Serbia	2007-2012	2308.0	3456.0
Serbia & Montenegro	2000-2006	1078.0	1632.0
Seychelles	2000-2006	17.0	42.0
Seychelles	2007-2012	9.0	26.0
Sierra Leone	2000-2006	9201.0	14748.0
Sierra Leone	2007-2012	14769.0	24760.0
Singapore	2000-2006	862.0	2466.0
Singapore	2007-2012	861.0	2520.0
Sint Maarten (Dutch part)	2007-2012	4.0	2.0
Slovakia	2000-2006	437.0	897.0
Slovakia	2007-2012	207.0	520.0
Slovenia	2000-2006	281.0	530.0
Slovenia	2007-2012	153.0	296.0
Solomon Islands	2000-2006	427.0	373.0
Solomon Islands	2007-2012	447.0	422.0
Somalia	2000-2006	13763.0	24980.0
Somalia	2007-2012	12759.0	23174.0
South Africa	2000-2006	264248.0	341088.0
South Africa	2007-2012	363623.0	432029.0
South Sudan	2007-2012	2073.0	3844.0
Spain	2000-2006	4180.0	8889.0
Spain	2007-2012	3834.0	7440.0
Sri Lanka	2000-2006	8386.0	22441.0
Sri Lanka	2007-2012	7215.0	20056.0
Sudan	2000-2006	32121.0	48022.0
Sudan	2007-2012	21751.0	36028.0
Suriname	2000-2006	93.0	235.0
Suriname	2007-2012	129.0	297.0
Swaziland	2000-2006	6696.0	7019.0
Swaziland	2007-2012	8801.0	8455.0
Sweden	2000-2006	352.0	449.0
Sweden	2007-2012	251.0	366.0
Switzerland	2000-2006	227.0	386.0
Switzerland	2007-2012	190.0	279.0
Syrian Arab Republic	2000-2006	3582.0	6609.0
Syrian Arab Republic	2007-2012	2361.0	4011.0
Tajikistan	2000-2006	1521.0	2208.0
Tajikistan	2007-2012	5599.0	7163.0
Thailand	2000-2006	55379.0	130832.0
Thailand	2007-2012	56286.0	131516.0
The Former Yugoslav Republic of Macedonia	2000-2006	474.0	812.0
The Former Yugoslav Republic of Macedonia	2007-2012	345.0	661.0
Timor-Leste	2000-2006	2150.0	2903.0
Timor-Leste	2007-2012	2807.0	3442.0
Togo	2000-2006	3449.0	5429.0
Togo	2007-2012	4884.0	7644.0
Tokelau	2000-2006	0.0	0.0
Tokelau	2007-2012	0.0	0.0
Tonga	2000-2006	33.0	49.0
Tonga	2007-2012	22.0	30.0
Trinidad and Tobago	2000-2006	244.0	579.0
Trinidad and Tobago	2007-2012	233.0	644.0
Tunisia	2000-2006	1803.0	4931.0
Tunisia	2007-2012	1730.0	4290.0
Turkey	2000-2006	4219.0	11395.0
Turkey	2007-2012	10003.0	25411.0
Turkmenistan	2000-2006	2777.0	5187.0
Turkmenistan	2007-2012	2744.0	4772.0
Turks and Caicos Islands	2000-2006	10.0	5.0
Turks and Caicos Islands	2007-2012	5.0	11.0
Tuvalu	2000-2006	10.0	16.0
Tuvalu	2007-2012	25.0	24.0
US Virgin Islands	2000-2006	0.0	0.0
US Virgin Islands	2007-2012	0.0	0.0
Uganda	2000-2006	56500.0	79555.0
Uganda	2007-2012	51566.0	88857.0
Ukraine	2000-2006	11481.0	38200.0
Ukraine	2007-2012	18694.0	56689.0
United Arab Emirates	2000-2006	143.0	170.0
United Arab Emirates	2007-2012	131.0	185.0
United Kingdom of Great Britain and Northern Ireland	2000-2006	3546.0	5285.0
United Kingdom of Great Britain and Northern Ireland	2007-2012	3176.0	4947.0
United Republic of Tanzania	2000-2006	65505.0	108065.0
United Republic of Tanzania	2007-2012	53863.0	93848.0
United States of America	2000-2006	12047.0	25716.0
United States of America	2007-2012	7909.0	16479.0
Uruguay	2000-2006	727.0	1641.0
Uruguay	2007-2012	718.0	1762.0
Uzbekistan	2000-2006	13706.0	18760.0
Uzbekistan	2007-2012	12143.0	16336.0
Vanuatu	2000-2006	154.0	186.0
Vanuatu	2007-2012	145.0	121.0
Venezuela (Bolivarian Republic of)	2000-2006	7215.0	11087.0
Venezuela (Bolivarian Republic of)	2007-2012	7934.0	12160.0
Viet Nam	2000-2006	112399.0	278116.0
Viet Nam	2007-2012	80950.0	232357.0
Wallis and Futuna Islands	2000-2006	7.0	10.0
Wallis and Futuna Islands	2007-2012	1.0	5.0
West Bank and Gaza Strip	2000-2006	14.0	28.0
West Bank and Gaza Strip	2007-2012	24.0	57.0
Yemen	2000-2006	12969.0	15771.0
Yemen	2007-2012	9279.0	11414.0
Zambia	2000-2006	41179.0	53162.0
Zambia	2007-2012	25435.0	38711.0
Zimbabwe	2000-2006	30699.0	35504.0
Zimbabwe	2007-2012	31121.0	35900.0

In [17]:

total_cases = tb_cases_per_gender.sum(axis=1)

tb_cases_per_gender = tb_cases_per_gender.div(total_cases, axis=0)
(tb_cases_per_gender.round(3) * 100)

Out[17]:

	gender	f	m
country	year_range
Afghanistan	2000-2006	67.8	32.2
Afghanistan	2007-2012	67.4	32.6
Albania	2000-2006	32.4	67.6
Albania	2007-2012	30.5	69.5
Algeria	2000-2006	41.1	58.9
Algeria	2007-2012	38.5	61.5
American Samoa	2000-2006	64.7	35.3
American Samoa	2007-2012	NaN	NaN
Andorra	2000-2006	35.7	64.3
Andorra	2007-2012	50.0	50.0
Angola	2000-2006	50.2	49.8
Angola	2007-2012	45.3	54.7
Anguilla	2000-2006	100.0	0.0
Anguilla	2007-2012	0.0	100.0
Antigua and Barbuda	2000-2006	68.8	31.2
Antigua and Barbuda	2007-2012	10.0	90.0
Argentina	2000-2006	42.9	57.1
Argentina	2007-2012	44.2	55.8
Armenia	2000-2006	17.5	82.5
Armenia	2007-2012	20.4	79.6
Aruba	2000-2006	NaN	NaN
Aruba	2007-2012	52.4	47.6
Australia	2000-2006	37.4	62.6
Australia	2007-2012	41.3	58.7
Austria	2000-2006	27.8	72.2
Austria	2007-2012	33.5	66.5
Azerbaijan	2000-2006	20.9	79.1
Azerbaijan	2007-2012	25.9	74.1
Bahamas	2000-2006	41.1	58.9
Bahamas	2007-2012	32.9	67.1
Bahrain	2000-2006	31.0	69.0
Bahrain	2007-2012	30.4	69.6
Bangladesh	2000-2006	31.2	68.8
Bangladesh	2007-2012	33.7	66.3
Barbados	2000-2006	31.6	68.4
Barbados	2007-2012	35.3	64.7
Belarus	2000-2006	19.5	80.5
Belarus	2007-2012	23.3	76.7
Belgium	2000-2006	30.4	69.6
Belgium	2007-2012	32.8	67.2
Belize	2000-2006	36.6	63.4
Belize	2007-2012	31.2	68.8
Benin	2000-2006	36.2	63.8
Benin	2007-2012	34.8	65.2
Bermuda	2000-2006	50.0	50.0
Bermuda	2007-2012	50.0	50.0
Bhutan	2000-2006	43.4	56.6
Bhutan	2007-2012	50.9	49.1
Bolivia (Plurinational State of)	2000-2006	40.6	59.4
Bolivia (Plurinational State of)	2007-2012	39.4	60.6
Bonaire, Saint Eustatius and Saba	2007-2012	NaN	NaN
Bosnia and Herzegovina	2000-2006	42.6	57.4
Bosnia and Herzegovina	2007-2012	40.2	59.8
Botswana	2000-2006	43.7	56.3
Botswana	2007-2012	43.9	56.1
Brazil	2000-2006	34.9	65.1
Brazil	2007-2012	31.7	68.3
British Virgin Islands	2000-2006	50.0	50.0
British Virgin Islands	2007-2012	0.0	100.0
Brunei Darussalam	2000-2006	38.6	61.4
Brunei Darussalam	2007-2012	38.0	62.0
Bulgaria	2000-2006	31.4	68.6
Bulgaria	2007-2012	28.5	71.5
Burkina Faso	2000-2006	32.3	67.7
Burkina Faso	2007-2012	31.2	68.8
Burundi	2000-2006	38.5	61.5
Burundi	2007-2012	34.3	65.7
Cabo Verde	2000-2006	39.6	60.4
Cabo Verde	2007-2012	29.8	70.2
Cambodia	2000-2006	48.8	51.2
Cambodia	2007-2012	47.0	53.0
Cameroon	2000-2006	40.1	59.9
Cameroon	2007-2012	40.0	60.0
Canada	2000-2006	42.6	57.4
Canada	2007-2012	39.2	60.8
Cayman Islands	2000-2006	14.3	85.7
Cayman Islands	2007-2012	11.1	88.9
Central African Republic	2000-2006	43.8	56.2
Central African Republic	2007-2012	45.1	54.9
Chad	2000-2006	39.4	60.6
Chad	2007-2012	33.0	67.0
Chile	2000-2006	32.7	67.3
Chile	2007-2012	31.5	68.5
China	2000-2006	31.3	68.7
China	2007-2012	28.7	71.3
China, Hong Kong SAR	2000-2006	30.9	69.1
China, Hong Kong SAR	2007-2012	31.6	68.4
China, Macao SAR	2000-2006	28.9	71.1
China, Macao SAR	2007-2012	31.9	68.1
Colombia	2000-2006	40.0	60.0
Colombia	2007-2012	39.6	60.4
Comoros	2000-2006	43.1	56.9
Comoros	2007-2012	32.5	67.5
Congo	2000-2006	46.3	53.7
Congo	2007-2012	44.8	55.2
Cook Islands	2000-2006	0.0	100.0
Cook Islands	2007-2012	25.0	75.0
Costa Rica	2000-2006	35.1	64.9
Costa Rica	2007-2012	34.7	65.3
Cote d'Ivoire	2000-2006	41.1	58.9
Cote d'Ivoire	2007-2012	39.9	60.1
Croatia	2000-2006	33.2	66.8
Croatia	2007-2012	32.0	68.0
Cuba	2000-2006	24.0	76.0
Cuba	2007-2012	22.6	77.4
Curacao	2007-2012	50.0	50.0
Cyprus	2000-2006	27.1	72.9
Cyprus	2007-2012	46.7	53.3
Czech Republic	2000-2006	27.1	72.9
Czech Republic	2007-2012	24.0	76.0
Democratic People's Republic of Korea	2000-2006	38.5	61.5
Democratic People's Republic of Korea	2007-2012	36.9	63.1
Democratic Republic of the Congo	2000-2006	46.9	53.1
Democratic Republic of the Congo	2007-2012	45.7	54.3
Denmark	2000-2006	38.1	61.9
Denmark	2007-2012	33.0	67.0
Djibouti	2000-2006	32.4	67.6
Djibouti	2007-2012	34.9	65.1
Dominica	2000-2006	50.0	50.0
Dominica	2007-2012	24.0	76.0
Dominican Republic	2000-2006	39.6	60.4
Dominican Republic	2007-2012	38.1	61.9
Ecuador	2000-2006	40.7	59.3
Ecuador	2007-2012	36.8	63.2
Egypt	2000-2006	34.0	66.0
Egypt	2007-2012	32.9	67.1
El Salvador	2000-2006	39.6	60.4
El Salvador	2007-2012	36.3	63.7
Equatorial Guinea	2000-2006	39.7	60.3
Equatorial Guinea	2007-2012	42.1	57.9
Eritrea	2000-2006	53.5	46.5
Eritrea	2007-2012	44.8	55.2
Estonia	2000-2006	26.6	73.4
Estonia	2007-2012	25.8	74.2
Ethiopia	2000-2006	45.3	54.7
Ethiopia	2007-2012	44.5	55.5
Fiji	2000-2006	38.5	61.5
Fiji	2007-2012	45.9	54.1
Finland	2000-2006	34.9	65.1
Finland	2007-2012	33.4	66.6
France	2000-2006	34.2	65.8
France	2007-2012	36.7	63.3
French Polynesia	2000-2006	45.5	54.5
French Polynesia	2007-2012	45.6	54.4
Gabon	2000-2006	40.2	59.8
Gabon	2007-2012	39.7	60.3
Gambia	2000-2006	29.8	70.2
Gambia	2007-2012	32.3	67.7
Georgia	2000-2006	24.0	76.0
Georgia	2007-2012	23.4	76.6
Germany	2000-2006	34.5	65.5
Germany	2007-2012	34.1	65.9
Ghana	2000-2006	34.9	65.1
Ghana	2007-2012	33.4	66.6
Greece	2000-2006	29.1	70.9
Greece	2007-2012	28.5	71.5
Greenland	2000-2006	NaN	NaN
Greenland	2007-2012	39.5	60.5
Grenada	2000-2006	50.0	50.0
Grenada	2007-2012	22.2	77.8
Guam	2000-2006	35.1	64.9
Guam	2007-2012	31.2	68.8
Guatemala	2000-2006	46.1	53.9
Guatemala	2007-2012	46.5	53.5
Guinea	2000-2006	34.0	66.0
Guinea	2007-2012	34.9	65.1
Guinea-Bissau	2000-2006	39.8	60.2
Guinea-Bissau	2007-2012	39.1	60.9
Guyana	2000-2006	31.8	68.2
Guyana	2007-2012	28.0	72.0
Haiti	2000-2006	49.9	50.1
Haiti	2007-2012	48.7	51.3
Honduras	2000-2006	44.6	55.4
Honduras	2007-2012	40.1	59.9
Hungary	2000-2006	26.3	73.7
Hungary	2007-2012	28.5	71.5
Iceland	2000-2006	40.0	60.0
Iceland	2007-2012	50.0	50.0
India	2000-2006	30.9	69.1
India	2007-2012	30.6	69.4
Indonesia	2000-2006	41.8	58.2
Indonesia	2007-2012	40.8	59.2
Iran (Islamic Republic of)	2000-2006	49.8	50.2
Iran (Islamic Republic of)	2007-2012	49.7	50.3
Iraq	2000-2006	34.5	65.5
Iraq	2007-2012	42.7	57.3
Ireland	2000-2006	35.8	64.2
Ireland	2007-2012	33.0	67.0
Israel	2000-2006	38.7	61.3
Israel	2007-2012	36.1	63.9
Italy	2000-2006	34.7	65.3
Italy	2007-2012	36.9	63.1
Jamaica	2000-2006	28.4	71.6
Jamaica	2007-2012	32.3	67.7
Japan	2000-2006	30.4	69.6
Japan	2007-2012	33.3	66.7
Jordan	2000-2006	34.2	65.8
Jordan	2007-2012	46.6	53.4
Kazakhstan	2000-2006	37.8	62.2
Kazakhstan	2007-2012	37.8	62.2
Kenya	2000-2006	42.1	57.9
Kenya	2007-2012	39.3	60.7
Kiribati	2000-2006	47.0	53.0
Kiribati	2007-2012	48.2	51.8
Kuwait	2000-2006	35.4	64.6
Kuwait	2007-2012	42.7	57.3
Kyrgyzstan	2000-2006	39.1	60.9
Kyrgyzstan	2007-2012	40.8	59.2
Lao People's Democratic Republic	2000-2006	38.7	61.3
Lao People's Democratic Republic	2007-2012	38.9	61.1
Latvia	2000-2006	26.2	73.8
Latvia	2007-2012	25.3	74.7
Lebanon	2000-2006	41.2	58.8
Lebanon	2007-2012	58.2	41.8
Lesotho	2000-2006	44.2	55.8
Lesotho	2007-2012	43.7	56.3
Liberia	2000-2006	43.0	57.0
Liberia	2007-2012	44.3	55.7
Libya	2000-2006	21.5	78.5
Libya	2007-2012	23.4	76.6
Lithuania	2000-2006	26.7	73.3
Lithuania	2007-2012	25.2	74.8
Luxembourg	2000-2006	39.3	60.7
Luxembourg	2007-2012	0.0	100.0
Madagascar	2000-2006	40.8	59.2
Madagascar	2007-2012	41.0	59.0
Malawi	2000-2006	49.5	50.5
Malawi	2007-2012	44.3	55.7
Malaysia	2000-2006	31.3	68.7
Malaysia	2007-2012	33.1	66.9
Maldives	2000-2006	38.7	61.3
Maldives	2007-2012	32.7	67.3
Mali	2000-2006	32.2	67.8
Mali	2007-2012	33.6	66.4
Malta	2000-2006	16.0	84.0
Malta	2007-2012	20.0	80.0
Marshall Islands	2000-2006	51.1	48.9
Marshall Islands	2007-2012	51.4	48.6
Mauritania	2000-2006	28.7	71.3
Mauritania	2007-2012	29.1	70.9
Mauritius	2000-2006	29.4	70.6
Mauritius	2007-2012	30.6	69.4
Mexico	2000-2006	38.4	61.6
Mexico	2007-2012	37.9	62.1
Micronesia (Federated States of)	2000-2006	55.5	44.5
Micronesia (Federated States of)	2007-2012	52.6	47.4
Monaco	2000-2006	NaN	NaN
Monaco	2007-2012	NaN	NaN
Mongolia	2000-2006	46.4	53.6
Mongolia	2007-2012	43.4	56.6
Montenegro	2000-2006	34.4	65.6
Montenegro	2007-2012	42.1	57.9
Montserrat	2000-2006	0.0	100.0
Montserrat	2007-2012	100.0	0.0
Morocco	2000-2006	34.1	65.9
Morocco	2007-2012	29.9	70.1
Mozambique	2000-2006	NaN	NaN
Mozambique	2007-2012	NaN	NaN
Myanmar	2000-2006	34.1	65.9
Myanmar	2007-2012	34.2	65.8
Namibia	2000-2006	42.9	57.1
Namibia	2007-2012	43.2	56.8
Nauru	2000-2006	50.0	50.0
Nauru	2007-2012	30.0	70.0
Nepal	2000-2006	32.9	67.1
Nepal	2007-2012	32.1	67.9
Netherlands	2000-2006	32.0	68.0
Netherlands	2007-2012	35.3	64.7
Netherlands Antilles	2000-2006	23.1	76.9
Netherlands Antilles	2007-2012	NaN	NaN
New Caledonia	2000-2006	42.3	57.7
New Caledonia	2007-2012	32.5	67.5
New Zealand	2000-2006	46.8	53.2
New Zealand	2007-2012	46.1	53.9
Nicaragua	2000-2006	44.4	55.6
Nicaragua	2007-2012	42.6	57.4
Niger	2000-2006	28.2	71.8
Niger	2007-2012	26.0	74.0
Nigeria	2000-2006	41.8	58.2
Nigeria	2007-2012	39.8	60.2
Niue	2000-2006	100.0	0.0
Niue	2007-2012	NaN	NaN
Northern Mariana Islands	2000-2006	46.4	53.6
Northern Mariana Islands	2007-2012	37.2	62.8
Norway	2000-2006	42.4	57.6
Norway	2007-2012	37.2	62.8
Oman	2000-2006	39.6	60.4
Oman	2007-2012	38.1	61.9
Pakistan	2000-2006	48.7	51.3
Pakistan	2007-2012	48.7	51.3
Palau	2000-2006	32.4	67.6
Palau	2007-2012	39.3	60.7
Panama	2000-2006	36.2	63.8
Panama	2007-2012	36.4	63.6
Papua New Guinea	2000-2006	48.4	51.6
Papua New Guinea	2007-2012	48.4	51.6
Paraguay	2000-2006	35.7	64.3
Paraguay	2007-2012	30.6	69.4
Peru	2000-2006	42.7	57.3
Peru	2007-2012	42.9	57.1
Philippines	2000-2006	30.9	69.1
Philippines	2007-2012	29.7	70.3
Poland	2000-2006	30.4	69.6
Poland	2007-2012	28.6	71.4
Portugal	2000-2006	25.9	74.1
Portugal	2007-2012	26.3	73.7
Puerto Rico	2000-2006	32.1	67.9
Puerto Rico	2007-2012	29.4	70.6
Qatar	2000-2006	22.2	77.8
Qatar	2007-2012	14.8	85.2
Republic of Korea	2000-2006	36.9	63.1
Republic of Korea	2007-2012	40.3	59.7
Republic of Moldova	2000-2006	23.8	76.2
Republic of Moldova	2007-2012	22.1	77.9
Romania	2000-2006	28.6	71.4
Romania	2007-2012	29.1	70.9
Russian Federation	2000-2006	23.8	76.2
Russian Federation	2007-2012	26.3	73.7
Rwanda	2000-2006	36.2	63.8
Rwanda	2007-2012	35.8	64.2
Saint Kitts and Nevis	2000-2006	75.0	25.0
Saint Kitts and Nevis	2007-2012	27.8	72.2
Saint Lucia	2000-2006	37.7	62.3
Saint Lucia	2007-2012	25.7	74.3
Saint Vincent and the Grenadines	2000-2006	24.4	75.6
Saint Vincent and the Grenadines	2007-2012	23.5	76.5
Samoa	2000-2006	50.0	50.0
Samoa	2007-2012	82.8	17.2
San Marino	2000-2006	0.0	100.0
San Marino	2007-2012	NaN	NaN
Sao Tome and Principe	2000-2006	47.5	52.5
Sao Tome and Principe	2007-2012	38.9	61.1
Saudi Arabia	2000-2006	39.3	60.7
Saudi Arabia	2007-2012	38.5	61.5
Senegal	2000-2006	31.4	68.6
Senegal	2007-2012	30.9	69.1
Serbia	2000-2006	38.9	61.1
Serbia	2007-2012	40.0	60.0
Serbia & Montenegro	2000-2006	39.8	60.2
Seychelles	2000-2006	28.8	71.2
Seychelles	2007-2012	25.7	74.3
Sierra Leone	2000-2006	38.4	61.6
Sierra Leone	2007-2012	37.4	62.6
Singapore	2000-2006	25.9	74.1
Singapore	2007-2012	25.5	74.5
Sint Maarten (Dutch part)	2007-2012	66.7	33.3
Slovakia	2000-2006	32.8	67.2
Slovakia	2007-2012	28.5	71.5
Slovenia	2000-2006	34.6	65.4
Slovenia	2007-2012	34.1	65.9
Solomon Islands	2000-2006	53.4	46.6
Solomon Islands	2007-2012	51.4	48.6
Somalia	2000-2006	35.5	64.5
Somalia	2007-2012	35.5	64.5
South Africa	2000-2006	43.7	56.3
South Africa	2007-2012	45.7	54.3
South Sudan	2007-2012	35.0	65.0
Spain	2000-2006	32.0	68.0
Spain	2007-2012	34.0	66.0
Sri Lanka	2000-2006	27.2	72.8
Sri Lanka	2007-2012	26.5	73.5
Sudan	2000-2006	40.1	59.9
Sudan	2007-2012	37.6	62.4
Suriname	2000-2006	28.4	71.6
Suriname	2007-2012	30.3	69.7
Swaziland	2000-2006	48.8	51.2
Swaziland	2007-2012	51.0	49.0
Sweden	2000-2006	43.9	56.1
Sweden	2007-2012	40.7	59.3
Switzerland	2000-2006	37.0	63.0
Switzerland	2007-2012	40.5	59.5
Syrian Arab Republic	2000-2006	35.1	64.9
Syrian Arab Republic	2007-2012	37.1	62.9
Tajikistan	2000-2006	40.8	59.2
Tajikistan	2007-2012	43.9	56.1
Thailand	2000-2006	29.7	70.3
Thailand	2007-2012	30.0	70.0
The Former Yugoslav Republic of Macedonia	2000-2006	36.9	63.1
The Former Yugoslav Republic of Macedonia	2007-2012	34.3	65.7
Timor-Leste	2000-2006	42.5	57.5
Timor-Leste	2007-2012	44.9	55.1
Togo	2000-2006	38.8	61.2
Togo	2007-2012	39.0	61.0
Tokelau	2000-2006	NaN	NaN
Tokelau	2007-2012	NaN	NaN
Tonga	2000-2006	40.2	59.8
Tonga	2007-2012	42.3	57.7
Trinidad and Tobago	2000-2006	29.6	70.4
Trinidad and Tobago	2007-2012	26.6	73.4
Tunisia	2000-2006	26.8	73.2
Tunisia	2007-2012	28.7	71.3
Turkey	2000-2006	27.0	73.0
Turkey	2007-2012	28.2	71.8
Turkmenistan	2000-2006	34.9	65.1
Turkmenistan	2007-2012	36.5	63.5
Turks and Caicos Islands	2000-2006	66.7	33.3
Turks and Caicos Islands	2007-2012	31.2	68.8
Tuvalu	2000-2006	38.5	61.5
Tuvalu	2007-2012	51.0	49.0
US Virgin Islands	2000-2006	NaN	NaN
US Virgin Islands	2007-2012	NaN	NaN
Uganda	2000-2006	41.5	58.5
Uganda	2007-2012	36.7	63.3
Ukraine	2000-2006	23.1	76.9
Ukraine	2007-2012	24.8	75.2
United Arab Emirates	2000-2006	45.7	54.3
United Arab Emirates	2007-2012	41.5	58.5
United Kingdom of Great Britain and Northern Ireland	2000-2006	40.2	59.8
United Kingdom of Great Britain and Northern Ireland	2007-2012	39.1	60.9
United Republic of Tanzania	2000-2006	37.7	62.3
United Republic of Tanzania	2007-2012	36.5	63.5
United States of America	2000-2006	31.9	68.1
United States of America	2007-2012	32.4	67.6
Uruguay	2000-2006	30.7	69.3
Uruguay	2007-2012	29.0	71.0
Uzbekistan	2000-2006	42.2	57.8
Uzbekistan	2007-2012	42.6	57.4
Vanuatu	2000-2006	45.3	54.7
Vanuatu	2007-2012	54.5	45.5
Venezuela (Bolivarian Republic of)	2000-2006	39.4	60.6
Venezuela (Bolivarian Republic of)	2007-2012	39.5	60.5
Viet Nam	2000-2006	28.8	71.2
Viet Nam	2007-2012	25.8	74.2
Wallis and Futuna Islands	2000-2006	41.2	58.8
Wallis and Futuna Islands	2007-2012	16.7	83.3
West Bank and Gaza Strip	2000-2006	33.3	66.7
West Bank and Gaza Strip	2007-2012	29.6	70.4
Yemen	2000-2006	45.1	54.9
Yemen	2007-2012	44.8	55.2
Zambia	2000-2006	43.6	56.4
Zambia	2007-2012	39.7	60.3
Zimbabwe	2000-2006	46.4	53.6
Zimbabwe	2007-2012	46.4	53.6

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510 KiB Raw Blame History

Exercise: Analysis of tubercolosis cases by country and year period¶

Load the TB data from the World Health Organization¶

1. Make data tidy¶

2. Compute summary tables¶

510 KiB

Raw Blame History